Artificial Intelligence in Gastrointestinal Cancers (Novel approaches to overcome cancer resistance to conventional therapies)

Nagaraju, Ganji Purnachandra (EDT)/ Amouda, Venkatesan (EDT)/ Dinakara Rao, Ampasala (EDT)

Academic Press Inc（2026/04発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 500 p.
• 言語 ENG
• 商品コード 9780443441219

Full Description

Artificial Intelligence in Gastrointestinal Cancers examines the transformative impact of AI technologies on diagnosing and treating gastrointestinal malignancies. This book explores how advanced algorithms, particularly deep learning models, enhance the analysis of medical imaging, including endoscopic, MRI, and CT scans, facilitating earlier and more accurate identification of cancers such as esophageal, stomach, colorectal, and pancreatic cancers. The content covers AI's multifaceted applications, from improving diagnostic accuracy to personalizing treatment strategies based on genomic and clinical data. It discusses how machine learning predicts patient outcomes and optimizes treatment plans while also addressing AI's role in accelerating drug discovery and clinical trials. For an academic audience, this book provides crucial insights into AI's current and future applications in GI oncology. Readers gain a comprehensive understanding of AI diagnostic tools and personalized treatment strategies, equipping researchers and clinicians with the knowledge to leverage these advancements for improved patient care and outcomes in gastrointestinal cancers.

Contents

1. General Introduction of GI Malignancies, Current Treatments and Failures
2. Introduction to AI Applications in GI Cancers
3. AI Classifications and Their Applications
4. Machine Learning and Deep Learning Algorithms and Their Applications in GI Cancers
5. AI-Powered Diagnosis for Gastrointestinal Cancers
6. Advanced Applications of Artificial Intelligence and Biosensors in the Diagnosis and Treatment of Gastrointestinal Cancers
7. Biomarker Discovery in Gastrointestinal Malignancies
8. Exploring New Horizons in the Discovery of Biomarkers for Gastrointestinal Cancers Through Deep Learning
9. AI Detected Targets in GI Cancers
10. AI in Precision Medicine for GI Cancers
11. AI for Immunotherapeutic Strategies for GI Cancers
12. Exploring AI-Enabled Drug Discovery and Repurposing Approaches for Gastrointestinal Tract Cancer
13. From Structure to Therapy: Exploring PRAS40 and AI Approaches in GI Cancers Therapy
14. Transforming Gastrointestinal Cancers Care with Applications and Advancements of Artificial Intelligence and Machine Learning: A Next-Generation Patient Care
15. Future Directions for AI in GI Cancers